CN103279687B - A kind of personalized health service system based on context-aware - Google Patents
A kind of personalized health service system based on context-aware Download PDFInfo
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Abstract
The invention discloses a kind of personalized health service system based on context-aware, including: context acquisition module: gather home equipment and the original context of domestic consumer, and original context is sent to context modeling module；Context modeling module: using Model Establishment domain knowledge body and the context ontology of layering, domain knowledge body and context ontology all use Ontology Language to be described, it is achieved original context is unified；Intelligent processing module: higher-layer contexts is carried out data mining and analysis, determines domestic consumer and the behavioral pattern of home equipment and behavior pattern is stored in upper and lower library；Behavioral pattern in upper and lower library is compared with the information in domain knowledge base, analyzes the abnormal conditions of family's user behavior pattern；System application module: in home equipment based on context storehouse, the behavioral pattern of storage provides corresponding service for domestic consumer；Analysis situation according to domestic consumer's behavioral pattern, formulates health service for domestic consumer.
Description
Technical field
The present invention relates to the system of a kind of areas of information technology, particularly relate in a kind of Smart Home based on context-aware
Personalized health service system.
Background technology
In recent years, Smart Home concept is the most gradually deep among the life of its people, and constantly affects the think of of people
Dimension.Numerous competent communities start to install and use intelligent domestic system, and experience intelligent residence be life bring safe,
Comfortable and convenient.One good intelligent domestic system should be the remarkable assistant of family life, and it can be communicated by present information
Technology equipment various with family is organically combined, and carries out home equipment planning as a whole management and control, by collecting and analyzing people's day
Often the every terms of information in life optimizes the living environment of habitant, it is provided that comfortable safety, the family life space of high-quality.One
Individual good intelligent domestic system can control household electrical appliance, the health status of monitoring people flexibly, carries for any abnormal conditions
Feed back for suggestion and information, formulate the health plan of personalization for each kinsfolk, and promote user to perform this plan.
How to be analyzed demand, data intellectual analysis for the various data in Smart Home health services system
Technology is many with system integration technology etc. with integration technology, Data warehouse and data mining technology, data display including data integration
Individual link, the information multidimensional model of research and establishment Individual Service-oriented, just become the focus studied in the industry at present.
EasyLiving is a project of Microsoft Research exploitation, and in this technical scheme support intelligent environment, various equipment is the most mutual
Even.This general fit calculation project support intersystem communications, can realize the track and localization of object and people, and provide visualization machine
System.But, EasyLiving project focuses on and is controlling room devices, lacks the healthy offer personalization to habitant
Service.Patent publication No be CN 102736607 A " a kind of house security health based on data fusion remotely monitors system
System ", disclose a kind of house security health remote supervision system being assemblied in intelligent wheel chair, environment can be carried out by this system
Safety and health Index Monitoring, report to the police according to the dangerous information of detection.But this patented technology towards user
Scope is limited to very much, is not suitable for the health service of domestic consumer.
Summary of the invention
It is an object of the invention to provide and a kind of there is stronger interactive capability and inferential capability, it is possible to based on context
The system that personalized health service is provided for domestic consumer of perception.
In order to achieve the above object, the invention discloses a kind of personalized health service system based on context-aware,
For according to the context collected, provide individual's diagnosis and treatment and health plan service for domestic consumer, it is characterised in that including:
Context acquisition module: for gathering the original context of home equipment and domestic consumer and original by gather
Context is sent to context modeling module；
Context modeling module: for using Model Establishment domain knowledge body and context ontology, the described neck of layering
Domain knowledge body includes the relation between the entity in field, entity attribute and described entity and entity attribute；Described up and down
Body of text is for describing the relation between specific tasks concept and the concept of the entity in described field；Described context ontology
Being extended the entity attribute of described domain knowledge body, described domain knowledge body and context ontology all use body language
Speech is described, and then realizes the unification of original context, generates higher-layer contexts；
Intelligent processing module: described higher-layer contexts is carried out data mining and analysis, determines that domestic consumer and household set
Behavior pattern is also stored in upper and lower library by standby behavioral pattern；Will be stored in behavioral pattern in described upper and lower library with
Storage has the information in the domain knowledge base of described domain knowledge body to compare, and analyzes the exception of family's user behavior pattern
Situation；
System application module: home equipment provides phase according to the behavioral pattern of storage in described upper and lower library for domestic consumer
The service answered；Analysis situation according to domestic consumer's behavioral pattern, formulates health service for domestic consumer.
Preferably, described context acquisition module farther includes on home equipment context acquisition module and domestic consumer
Hereafter acquisition module, described home equipment context acquisition module is set by the sensor collection household being laid on home equipment
Standby original context, including attribute, the humiture of domestic environment of home equipment；Described domestic consumer's context acquisition module
Collected the original context of domestic consumer by human-computer interaction device, including the essential information of domestic consumer, domestic consumer each
Item physiological parameter, domestic consumer position.
Preferably, described intelligent processing module also includes rule base, and this rule base storage has domestic consumer's rule and household
Equipment Regulation, described domestic consumer rule, home equipment rule and domestic consumer's daily behavior pattern, health status, family's ring
Border and be correlated with healthy desired value, described domestic consumer rule is directly arranged by domestic consumer and adjusts according to practical situation
Whole, described home equipment rule is by the collection of regulation engine managing context and sends control instruction and sets to corresponding household
Standby.
More excellent, described system application module is according to the rule of storage in described rule base, for domestic consumer's behavior mould
The analysis situation of formula, formulates for domestic consumer and includes health plan, reminds, detects, assesses and health plan is optimized and revised
Health service.
Preferably, described system application module farther includes the basic performance element of system, the basic performance element of this system
Between carry out communication by information mechanism.
Preferably, the wireless-transmission network of the sensor being laid in described on home equipment uses star-network topological structure
ZigBee wireless network.
The present invention is by the Model Establishment context ontology being layered and domain knowledge body, and unifies by Ontology Language
Statement, and then achieve the process of original context to gathering and make its uniform format.By history context information is entered
Row is analyzed and is contrasted with the content of domain knowledge base, it is possible to realize more preferable intelligent inference, enable home equipment according to
The behavioral pattern analyzing the user obtained provides corresponding service in the regular hour for domestic consumer.Present system framework ratio
More flexible, it is possible to according to the wish more new regulation of user, system performance element is the most personalized, and will not influencing each other, it performs
Process.Some unfavorable living habit can the most just be found and remind by the present invention, formulate health plan and superintend and direct
Promote domestic consumer to perform, the beneficially health of kinsfolk user.
Accompanying drawing explanation
Fig. 1 is the system schematic of the personalized health service system based on context-aware of the present invention；
Fig. 2 is the system structure schematic diagram of the personalized health service system based on context-aware of the present invention；
Fig. 3 is the workflow diagram of the personalized health service system based on context-aware of the present invention；
Fig. 4 is that the modeling of the personalized health service system context modeling module based on context-aware of the present invention is shown
It is intended to.
Detailed description of the invention
In order to make the purpose of the present invention, technical scheme, beneficial effect clearer, below in conjunction with accompanying drawing and enforcement
Example, is described in further details the present invention.Should be appreciated that specific embodiment described herein is used only for explaining this
Bright, it is not intended to limit the present invention.
Relational language definition involved in the present invention and initialism:
RFID:Radio Frequency Identification, REID, is a kind of wireless communication technology,
Radio signals identification specific objective can be passed through and read and write related data, and set up between system and specific objective without identifying
Machinery or optical contact.
Context: being used for describing any information of entity in smart home environment, entity can be domestic consumer or residence
Indoor various kinds of equipment and sensor.
WSN:Wireless Sensor Network wireless sensor network.
Can automatically collect certain information or perform the application program of certain service for Agent: one.
Present invention personalized health based on context-aware service system is based on Data fusion technique, makes full use of
Hereafter perception calculates, and auxiliary domestic consumer cultivates more healthy lifestyles.As shown in Figure 1 and Figure 2, the present invention is based on up and down
The personalized health service system of literary composition perception includes: context acquisition module, context modeling module, intelligent processing module and be
System application module.
Context acquisition module is mainly used in gathering home equipment and the original context of domestic consumer, and former by gather
Beginning context is sent to context modeling module.Described context acquisition module farther includes home equipment context and obtains mould
Block and domestic consumer's context acquisition module, described home equipment context acquisition module is by the biography being laid on home equipment
Sensor collects the original context of home equipment, including attribute, the humiture of domestic environment of home equipment；Described domestic consumer
Context acquisition module collects the original context of domestic consumer by human-computer interaction device, including the basic letter of domestic consumer
Breath, every physiological parameter of domestic consumer, domestic consumer position.
Context acquisition module is one of present system key modules.In smart home environment, need to obtain two classes
Context, a class is each attribute etc. of equipment in object context, such as domestic environment, and this category information is by being laid in household
Sensor senses on equipment obtains；Equations of The Second Kind is user's context, describes the information of domestic consumer, and such as domestic consumer is every
Physiological status value, position etc..Hobby and the custom of each domestic consumer can be given birth to automatically according to the historical context of domestic consumer
Become, and the personal information of domestic consumer can be directly inputted by the various man machine interfaces of interpersonal interactive device, it is also possible to pass through
Voices etc. control input.
The sensor being laid on home equipment includes the sensor of general type, as humiture, pressure transducer and
RFID sensor.Be laid in sensor on home equipment wireless-transmission network use star-network topological structure ZigBee without
Gauze network.The sensor of general type accesses ZigBee wireless network by embedded microcontroller, and RFID sensor is the most direct
Access ZigBee wireless network.
In the smart home environment of one function comparatively perfect, home equipment and be laid in sensor thereon and have various
The feature changed, kinsfolk's user's request is the most different, the original context information table collected by context acquisition module
Reaching mode disunity, in order to generate higher-layer contexts information, to provide the health service of personalization, present system is by up and down
Original contextual information is unified by literary composition MBM.
Context modeling module: for using Model Establishment domain knowledge body and context ontology, the described neck of layering
Domain knowledge body includes the relation between the entity in field, entity attribute and described entity and entity attribute；Described up and down
Body of text is for describing the relation between specific tasks concept and the concept of the entity in described field；Described context ontology
Being extended the entity attribute of described domain knowledge body, described domain knowledge body and context ontology all use body language
Speech is described, and then realizes the unification of original context, generates higher-layer contexts.
Domain knowledge and context are the keystone resources information in present system, utilize this in context modeling module
Body concept is modeled.Model based on body has the strongest formalization representation and semantic meaning representation ability, conveniently carries out the later stage
Intelligent inference.
As it is shown on figure 3, use the concept of layering to create domain knowledge body and context ontology.Domain knowledge body is by this
Relation between entity and entity attribute in entity, entity attribute and field in field builds.Domain knowledge body by
Domain expert or engineer build in advance and are stored in domain knowledge base.The information being stored in domain knowledge base is the most solid
Fixed, it is possible to share for the different application in this field.Such as, to Smart Home territory, the entity room of key, kinsfolk are comprised
User, the items of equipment in room, and instruction.User controls equipment by instructing this entity.Context ontology describes tool
Relation between body task concept and concept, they are by inheriting domain knowledge body association attributes and being extended.By Fig. 3
Shown in, context is expressed as the example of domain knowledge, such as certain family two domestic consumer members of man and wife, and in family, bedroom has
Principal bedroom and time bedroom etc., these are all user and the examples in room in the domain knowledge of upper strata.With different levels field in the present invention
Ontologies and context ontology model are conducive to realizing sharing and reusing of knowledge between types of applications.Domain knowledge body and
The model of context ontology ontology description language OWL(Ontology Web Language) describe, it is achieved that original context
The unification of form.
After context modeling module carries out uniform format generation higher-layer contexts to original context, pass through further
Intelligent processing module carries out data mining and Context Reasoning, and then realizes intellectual analysis.
Intelligent processing module: described higher-layer contexts is carried out data mining and analysis, determines that domestic consumer and household set
Behavior pattern is also stored in upper and lower library by standby behavioral pattern；Will be stored in behavioral pattern in described upper and lower library with
Information in domain knowledge base is compared, and analyzes the abnormal conditions of family's user behavior pattern.
Intelligent processing module includes domain knowledge base and upper and lower library.Described intelligent processing module also includes rule base, should
Rule base storage has domestic consumer's rule and home equipment rule, and described domestic consumer rule, home equipment are regular and home-use
Family daily behavior pattern, health status, home environment and be correlated with healthy desired value, described domestic consumer rule is by home-use
Family directly arranges and is adjusted according to practical situation, the collection by regulation engine managing context of the described home equipment rule
And send control instruction to corresponding home equipment.
The health of people depends on daily living habit, and in order to provide personalized health service, intelligent processing module is right
Higher-layer contexts carries out intelligent inference, and the completing of this task needs to rely on data mining.By the algorithm of data mining, analyze
The historical context data of accumulation, and in upper and lower library, store the fixed behavioral pattern of user, such as domestic consumer, every day
Some is got up, eating habits and like listening what music etc..Make inferences according to these behavioral pattern, domestic consumer again
Implement to provide during these behavioral pattern corresponding service, time the most on weekdays, start alarm clock according to its work and rest custom；Main
When front yard user starts multimedia play equipment, the history list liked according to individual plays out.Additionally, intelligent processing module will
The behavioral pattern being stored in described upper and lower library is compared with the information in domain knowledge base, analyzes family's user behavior mould
The abnormal conditions of formula.Such as, the healthy diet in contrast domain knowledge base, analyze the dining situation of domestic consumer, and feed back to
Domestic consumer has meal the information whether improved, and makes domestic consumer decide whether to adjust.
Now by an example, rule and domain knowledge base and the relation of context are described.Such as, user is at way home
On, have sent a piece of news by smart mobile phone and " parlor air-conditioning please be open ", in rule base set in advance rule can first
This information is divided into 3 phrases: " opening ", " parlor ", " air-conditioning ", according to domain knowledge base their classification of extraction, " opening " is
Instruction, " parlor " is room, and " air-conditioning " is equipment；Then rule based on context storehouse produces a complete instruction message, should
Message first triggers domestic consumer Agent and confirms the authority of user, then triggers home equipment Agent and performs control instruction, so far
Terminate the most alternately.
By intelligent processing module utilize domain knowledge and context make inferences analyze domestic consumer behavioral pattern and
After abnormal conditions, system application module needs information accordingly to provide the user a set of perfect health service, including plan, carries
The continuous adjusting and optimizing waken up, detect, assess and plan.
It is that domestic consumer carries that system application module is used for home equipment according to the behavioral pattern of storage in described upper and lower library
For corresponding service；Analysis situation according to domestic consumer's behavioral pattern, formulates health service for domestic consumer.
The formulation of health plan depends on a series of rule, and these rules are relevant with domestic consumer's daily behavior pattern,
The most current health status, home environment, to healthy desired value etc..To domestic consumer, the direct table of rule natural language
State, it is simple to user adjusts the requirement of oneself at any time；To bottom sensor data, managed the collection of data by regulation engine,
And send control instruction to corresponding equipment.Rule is saved in rule base, if to increase new rule of inference, it is only necessary to
Alteration ruler storehouse.
System application module also includes that the basic performance element of system, the basic performance element of system are developed in Agent mode, occupies
Room, home equipment, domestic consumer has respective Agent.All of Agent carries out communication by message mechanism.
The workflow of the personalized health service system based on context-aware of the present invention is as in figure 2 it is shown, the present invention
The multi-sensor device laid by domestic consumer's local environment of personalized health service system based on context-aware with
And human-computer interaction device, it is achieved physiological parameter every to human body, living environment and the monitoring of life pattern and record；Collect
Information is transferred to system server terminal and is efficiently treated through, and by data mining and Context Reasoning, carries out intellectual analysis, extraction
Go out significant data, it is provided that the automatic propelling movement of the feedback informations such as individual's diagnosis and treatment and health plan so that domestic consumer obtains in time
Obtaining the dynamic renewal of information interested and service, domestic consumer can interact operation to pushed information.The present invention can be
The user needing health science life style provides and services easily in real time, improves resident's holistic health level.
The work process of present system is described below by simple examples.In domain knowledge base, storage has daily drink in advance
Food and healthy rule, every physiologic parameter value of the such as healthy population of different sexes, different age group, the heat of various foods
Scale etc.；Up and down library stores the parameter value that kinsfolk is recent, if these parameter values are without departing from normal range, be then
System does not do any reaction, if a certain moment, the weight data of the sensor acquisition in a certain parameter, such as weighing machine and field
Beyond normal range after Data Comparison in knowledge base, at this moment system can inform domestic consumer's abnormal conditions, and is that this is home-use
A health plan is formulated at family, including calorie diet and the exercise plan etc. that provide each meal.Domestic consumer can basis
System interface carries out suitable adjustment to this plan according to practical situation.The health plan that system is formulated passes through smart mobile phone
Supervise domestic consumer to perform Deng equipment prompting, and the parameter value newly collected by every day carries out recruitment evaluation and feedback.
The foregoing is only the preferred embodiments of the present invention, be not limited to the present invention, for the skill of this area
For art personnel, the present invention can have various modifications and variations.All within the spirit and principles in the present invention, that is made any repaiies
Change, equivalent, improvement etc., should be included within the scope of the present invention.
Claims (5)
1. a personalized health service system based on context-aware, for according to the context collected, for domestic consumer
There is provided individual's diagnosis and treatment and health plan service, it is characterised in that including:
Context acquisition module: for gathering the original context of home equipment and domestic consumer, and by gather original up and down
Literary composition is sent to context modeling module；
Context modeling module: for using Model Establishment domain knowledge body and the context ontology of layering, described field is known
Know body and include the relation between the entity in field, entity attribute and described entity and entity attribute；Described upper and lower text
Body is for describing the relation between specific tasks concept and the concept of the entity in described field；Described context ontology pair
The entity attribute of described domain knowledge body is extended, and described domain knowledge body and context ontology all use Ontology Language
It is described, and then realizes the unification of original context, generate higher-layer contexts；
Intelligent processing module: described higher-layer contexts is carried out data mining and analysis, determines domestic consumer and home equipment
Behavioral pattern and behavior pattern is stored in upper and lower library；Will be stored in behavioral pattern in described upper and lower library with
Storage has the information in the domain knowledge base of described domain knowledge body to compare, and analyzes the exception of family's user behavior pattern
Situation；Described intelligent processing module also includes rule base, and this rule base storage has domestic consumer's rule and home equipment rule, institute
State domestic consumer's rule, home equipment rule and domestic consumer's daily behavior pattern, health status, home environment and to healthy
Desired value is correlated with, and described domestic consumer rule is directly arranged by domestic consumer and is adjusted according to practical situation, described household
Equipment Regulation passes through the collection of regulation engine managing context and sends control instruction to corresponding home equipment；
System application module: home equipment provides corresponding according to the behavioral pattern of storage in described upper and lower library for domestic consumer
Service；Analysis situation according to domestic consumer's behavioral pattern, formulates health service for domestic consumer.
2. the personalized health service system based on context-aware as described in claim 1, it is characterised in that: on described
Hereafter acquisition module farther includes home equipment context acquisition module and domestic consumer's context acquisition module, described household
The original context of the device context acquisition module sensor collection home equipment by being laid on home equipment, including family
Occupy the humiture of the attribute of equipment, domestic environment；Described domestic consumer's context acquisition module is collected by human-computer interaction device
The original context of domestic consumer, including the essential information of domestic consumer, every physiological parameter of domestic consumer, domestic consumer position
Put.
3. personalized health service system based on context-aware as claimed in claim 2, it is characterised in that: described system
System application module is according to the rule of storage in described rule base, for the analysis situation of domestic consumer's behavioral pattern, for home-use
Family is formulated and is included health plan, reminds, detects, assesses and health service that health plan is optimized and revised.
4. the personalized health service system based on context-aware as described in claim 3, it is characterised in that: described system
System application module farther includes the basic performance element of system, is led to by information mechanism between the basic performance element of this system
News.
5. the personalized health service system of the context-aware as described in claim 2, it is characterised in that be laid in described in:
The wireless-transmission network of the sensor on home equipment uses the ZigBee wireless network of star-network topological structure.
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